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Simulated data

Benchmarks

Task NameDataset NameSOTA ResultTrend
Feature SelectionSimulated Data
ROC AUC90
70
Task-invariant subspace estimationSimulated data (d=100, s=5)
Minimum Tasks (T)160
41
Linear RegressionSimulated data
Calibration Error0.156
18
3D Photoacoustic Computed Tomography reconstructionSimulated data
Cosine Similarity90.3
12
FairPCASimulated Data FairPCA
Average Runtime (s)0.057
12
Discrete Spectral ReconstructionSimulated data 10 scenes (test)
PSNR39.8
10
Fixed effect estimationSimulated data warpMix-mu3
Estimation Error0.0033
6
Fixed effect estimationSimulated data warpMix-mu2
Estimation Error0.007
6
Fixed effect estimationSimulated data warpMix-mu1
Estimation Error0.0151
6
Fixed effect estimationSimulated data PM2-F
Estimation Error0.0539
6
Fixed effect estimationSimulated data PM1-F
Estimation Error0.0452
6
Point EstimationSimulated Data p=300 (test)
MSE0.181
5
Point EstimationSimulated Data p=100 (test)
MSE0.193
5
Point EstimationSimulated Data (p=50) (test)
MSE0.167
5
Variable SelectionSimulated data p=100
TPP100
4
PredictionSimulated data p=100 (test)
MSPE29.48
4
Variable SelectionSimulated data p=50
True Positive Proportion (TPP)100
4
PredictionSimulated data (p=50) (test)
MSPE29.18
4
Pulse Shape AutoencodingSimulated Data (test)
MSE0.0002
4
Direction of Arrival estimationSimulated data Experiment 1
RMSAE3.2
4
DOA estimationSimulated data Experiment 2 - directional AWGN
RMS Angular Error3.4
4
Direction of Arrival estimationSimulated data (Experiment 3)
RMSAE6.1
4
RegressionSimulated Data OOD3 (test)
MSE3.91
4
RegressionSimulated Data OOD2 (test)
MSE6.39
4
RegressionSimulated Data OOD1 (test)
MSE3.98
4
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